DRIVERS OF RENEWABLE ENERGY CONSUMPTION: EVIDENCE FROM A GLOBAL PERSPECTIVE
DOI:
https://doi.org/10.18623/rvd.v22.n6.3995Keywords:
Technological Innovation, Digital Financial Inclusion, Economic Growth, CO₂ EmissionAbstract
The global shift toward renewable energy has intensified the need to understand the key factors influencing renewable energy consumption (REC) across countries. This study investigates the determinants of REC by jointly examining the roles of technological innovation, digital financial inclusion, economic growth, carbon dioxide emissions, population size, foreign direct investment, urbanization, and trade openness. Using a balanced panel of 69 countries over the period 2002–2023, the study applies a Bayesian regression framework to address common empirical challenges such as multicollinearity, parameter uncertainty, and cross-country heterogeneity. The empirical findings reveal that technological innovation is a fundamental driver of renewable energy consumption, highlighting its importance in improving efficiency and enhancing the competitiveness of clean energy technologies. Economic growth and foreign direct investment also exert positive effects, suggesting that higher income levels and capital inflows can facilitate renewable energy expansion when aligned with appropriate structural and policy conditions. In contrast, carbon dioxide emissions, population growth, urbanization, and trade openness negatively affect renewable energy consumption, indicating that fossil fuel dependence, demographic pressure, and trade-driven scale effects may constrain the energy transition. Digital financial inclusion shows a positive but conditional impact, implying that its effectiveness depends on complementary green finance policies and regulatory support. The results demonstrate that renewable energy consumption is shaped by a complex interaction of economic, technological, financial, demographic, and structural factors. The study provides robust policy-relevant insights to support the design of integrated strategies for advancing a sustainable low-carbon energy transition.
References
Al-Maamary, H. M., Kazem, H. A., & Chaichan, M. T. (2017). The impact of oil price fluctuations on common renewable energies in GCC countries. Renewable and Sustainable Energy Reviews, 75, 989-1007. https://doi.org/10.1016/j.rser.2016.11.079
Alvarado, R., Deng, Q., Tillaguango, B., Méndez, P., Bravo, D., Chamba, J., & Ahmad, M. (2021). Do economic development and human capital decrease non-renewable energy consumption? Evidence for OECD countries. Energy, 215, 119147. https://doi.org/10.1016/j.energy.2020.119147
Apergis, N., & Payne, J. E. (2015). Renewable energy, output, carbon dioxide emissions, and oil prices: evidence from South America. Energy Sources, Part B: Economics, Planning, and Policy, 10(3), 281-287. https://doi.org/10.1080/15567249.2013.853713
Bakhsh, S., Zhang, W., Ali, K., & Anas, M. (2023). Can digital financial inclusion facilitate renewable energy consumption? Evidence from nonlinear analysis. Energy & Environment. https://doi.org/10.1177/0958305X231204029
Bekabil, U.T. (2020). Industrialization and environmental pollution in Africa: an empirical review. Journal of Resources Development and Management, 69, 18-21. https://doi.org/10.7176/JRDM/69-03
Burakov, D., & Freidin, M. (2017). Financial development, economic growth and renewable energy consumption in Russia: A vector error correction approach. International Journal of Energy Economics and Policy, 7(6), 39-47.
Chen, H., Shi, Y., & Zhao, X. (2022). Investment in renewable energy resources, sustainable financial inclusion and energy efficiency: A case of US economy. Resources Policy, 77, 102680. https://doi.org/10.1016/j.resourpol.2022.102680
Cui, L., Weng, S., & Song, M. (2022). Financial inclusion, renewable energy consumption, and inclusive growth: Cross-country evidence. Energy Efficiency, 15(6), 43. https://doi.org/10.1007/s12053-022-10051-y
Dinh L.Q. (2025a). “The Impact of Digital Financial Inclusion on Income Inequality Amid Economic Complexity: A GMM and Bayesian Regression Approach”. Social Responsibility Journal. https://doi.org/10.1108/SRJ-10-2024-0727
Dinh, L. Q. (2025b). The optimal inflation threshold in digital financial inclusion: a key to sustainable development. SN Business & Economics, 5(5), 1-20. https://doi.org/10.1007/s43546-025-00810-1
Dinh, L. Q. (2025c). Reassessing the Impact of Foreign Direct Investment on Environmental Quality in 112 Countries: A Bayesian Quantile Regression Approach. International Social Science Journal. https://doi.org/10.1111/issj.12577
Dinh L.Q (2025d). Is There a Trade-Off Between Sustainable Development Goals Achievement and Banking Profitability? Evidence From Combined Non-Parametric Methods. Natural Resources Forum. https://doi.org/10.1111/1477-8947.70036
Diamond, D.W. (1984). Financial intermediation and delegated monitoring. Review of Economic Studies, 51(3), 393-414. https://doi.org/10.2307/2297430
Eren, B.M., Taspinar, N., & Gokmenoglu, K.K. (2019). The impact of financial development and economic growth on renewable energy consumption: Empirical analysis of India. Science of the Total Environment, 663, 189-197. https://doi.org/10.1016/j.scitotenv.2019.01.323
Jaumotte, F., & Pain, N. (2005). From ideas to development: the determinants of R&D and patenting (No. 457). OECD Publishing.
Johnstone, N., Haščič, I., & Popp, D. (2010). Renewable energy policies and technological innovation: evidence based on patent counts. Environmental and Resource Economics, 45, 133-155. https://doi.org/10.1007/s10640-009-9309-1
Flegal, J. M. (2008). Monte Carlo Standard Errors for Markov Chain Monte Carlo. university of minnesota.
Fuso Nerini, F., Tomei, J., To, L. S., Bisaga, I., Parikh, P., Black, M., ... & Mulugetta, Y. (2018). Mapping synergies and trade-offs between energy and the Sustainable Development Goals. Nature Energy, 3(1), 10-15. https://doi.org/10.1038/s41560-017-0036-5
George, A. The Market for Lemons: Quality Uncertainty and the Market Mechanism
1970
Grossman, G., & Krueger, A. (1991). Environmental impacts of a North American free trade agreement. National Bureau of Economic Research, Working Paper No. w3914.
Khoi, N.T, & Dinh, L.Q (2025). Digital Financial Inclusion and Sustainable Development in ASEAN: Insights from Monte Carlo Simulations. Economic Papers: A journal of applied economics and policy. https://doi.org/10.1111/1759-3441.70002
Huy, N. Q., & Dinh, L. Q. (2025a). Balancing Bank Profits With Sustainable Development Goals: Examining the Pivotal Role of Financial Stability. Sustainable Development, 33(S1), 1182-1199. https://doi.org/10.1002/sd.70057
Huy, N. Q., & Dinh, L. Q. (2025b). The Financial Inclusion-SDGS Nexus: Evidence from ASEAN. International Journal of Sustainable Development and Planning, 20(9), 4051-4061. https://doi.org/10.18280/ijsdp.200934
Huy, N. Q., & Loan, N. T. (2022). Factors affecting green credit development at commercial banks in Vietnam. International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies Vol 13 (12). http://doi.org/10.14456/ITJEMAST.2022.249
Huy, N. Q., Nga, L. P., & Tam, P. T. (2024). An Empirical Analysis of Bank Capital Adequacy Ratio in Vietnam: A Data Science Approach Using System Generalized Method of Moments. Journal of Applied Data Sciences, 5(1), 56-70. https://doi.org/10.47738/jads.v5i1.156
Huy, N., Nga, L., & Tam, P. (2023a). Applying Structural Equation Modeling for Accessing Mobile Banking Service Quality and Customer Satisfaction: A Case Study in Vietnam. Journal of Applied Data Sciences, 4(4), 346-362. doi: https://doi.org/10.47738/jads.v4i4.137
Huy, N., Nga, L., & Tam, P. (2023b). Applied Regression Modelling to Recommend Microfinance Development Policies. Journal of Applied Data Sciences, 4(4), 333-345. doi: https://doi.org/10.47738/jads.v4i4.139
Huy, N., & Tam, P. (2025). Applied Data Science for Analyzing the Mediating Role of Digital Transformation Influencing Banking Business Efficiency in Vietnam. Journal of Applied Data Sciences, 6(3), 2031-2045. doi: https://doi.org/10.47738/jads.v6i3.807
Le Quoc, D. (2024). The relationship between digital financial inclusion, gender inequality, and economic growth: dynamics from financial development. Journal of Business and Socio-Economic Development, 4(4), 370-388. https://doi.org/10.1108/JBSED-12-2023-0101
Le Quoc, D., Nguyen Quoc, H., & Nguyen Van, H. (2025). Evaluating the influence of digital financial inclusion on financial crises and economic cycles: a Bayesian logistic regression insight. 33(2), 280-301. Journal of Financial Regulation and Compliance. https://doi.org/10.1108/JFRC-10-2024-0206
Li, J., Dong, X., & Dong, K. (2022). How much does financial inclusion contribute to renewable energy growth? Ways to realize green finance in China. Renewable Energy, 198, 760-771. https://doi.org/10.1016/j.renene.2022.08.097
Li, J., Wu, Y., & Xiao, J.J. (2020). The impact of digital finance on household consumption: Evidence from China. Economic Modelling, 86, 317-326. https://doi.org/10.1016/j.econmod.2019.09.027
Kim, O. T. T., & Quoc, D. L. (2024). Exploring the influence of digital financial inclusion and technological progress on renewable energy consumption: a Bayesian quantile regression analysis. Environment, Development and Sustainability, 1-30. https://doi.org/10.1007/s10668-024-05675-2
Kim, J., & Park, K. (2016). Financial development and deployment of renewable energy technologies. Energy Economics, 59, 238-250. https://doi.org/10.1016/j.eneco.2016.08.012
Khan, A., Chenggang, Y., Hussain, J., & Kui, Z. (2021). Impact of technological innovation, financial development and foreign direct investment on renewable energy, non-renewable energy and the environment in Belt & Road Initiative countries. Renewable Energy, 171, 479-491. https://doi.org/10.1016/j.renene.2021.02.075
Khan, Z., Faraz Raza, S. M., Dong, K., & Haouas, I. (2023). How Do Remittance Inflows Cause the Dutch Disease in the Financial Sector? The Role of Financial Risk and Human Capital. Annals of Financial Economics, 18(04), 2340001. https://doi.org/10.1142/S2010495223400018
Martínez-García, M.Á., Ramos-Carvajal, C., & Cámara, Á. (2023). Consequences of the energy measures derived from the war in Ukraine on the level of prices of EU countries. Resources Policy, 86, 104114. https://doi.org/10.1016/j.resourpol.2023.104114
Menyah, K., & Wolde-Rufael, Y. (2010). Energy consumption, pollutant emissions and economic growth in South Africa. Energy economics, 32(6), 1374-1382. https://doi.org/10.1016/j.eneco.2010.08.002
Panayotou, T. (1993). Empirical tests and policy analysis of environmental degradation at different stages of economic development. International Labour Organization, Working Paper No. 992927783402676.
Porter, M.E. (1980). Industry structure and competitive strategy: Keys to profitability. Financial Analysts Journal, 36(4), 30-41. https://doi.org/10.2469/faj.v36.n4.30
Okafor-Yarwood, I. (2019). Illegal, unreported and unregulated fishing, and the complexities of the sustainable development goals (SDGs) for countries in the Gulf of Guinea. Marine Policy, 99, 414-422. https://doi.org/10.1016/j.marpol.2017.09.016
Omri, A., Mabrouk, N. B., & Sassi-Tmar, A. (2015). Modeling the causal linkages between nuclear energy, renewable energy and economic growth in developed and developing countries. Renewable and Sustainable Energy Reviews, 42, 1012-1022. https://doi.org/10.1016/j.rser.2014.10.046
Oanh, T. T. K., & Dinh, L. Q. (2024). Digital financial inclusion, financial stability, and sustainable development: Evidence from a quantile‐on‐quantile regression and wavelet coherence. Sustainable Development, 32(6), 6324-6338. https://doi.org/10.1002/sd.3021
Nguyen Quoc, H., Nguyen Van, H., & Le Quoc, D. (2025). Exploring the Determinants of Renewable Energy Consumption: A Bayesian Monte Carlo Simulation Analysis of Technology, Economic Growth, CO2 Emissions, and Digital Financial Inclusion. International Journal of Energy Economics and Policy, 15(5), 103–113. https://doi.org/10.32479/ijeep.20133
Quoc, H. N., Van, H. N., & Le Quoc, D. (2025a). Unraveling the Nexus between Sustainable Development, Bank Profitability, and Loan Loss Provisions in Vietnam: A Bayesian Vector Autoregression Perspective. Research on World Agricultural Economy, 6(2), 123–139. https://doi.org/10.36956/rwae.v6i2.1444
Quoc, H.N., Van, H.N. & Le Quoc, D (2025b). Financial inclusion in the digital era and its impact on sustainable development across ASEAN countries through combined nonparametric methods. Discover Sustainability. https://doi.org/10.1007/s43621-025-02439-4
Quoc, H. N., Le Quoc, D., & Van, H. N. (2025c). Assessing digital financial inclusion and financial crises: The role of financial development in shielding against shocks. Heliyon, 11(1), e41231. https://doi.org/10.1016/j.heliyon.2024.e41231
Quoc, H.N., Quoc, D.L. (2025). Linkages Between Primary Sector Value Added, Financial Development, and Economic Growth: Evidence from Vanuatu. Research on World Agricultural Economy. 6(4): 610-626. DOI: https://doi.org/10.36956/rwae.v6i4.2643
Shahbaz, M., Topcu, B. A., Sarıgül, S. S., & Doğan, M. (2024). Energy imports as inhibitor of economic growth: The role of impact of renewable and non-renewable energy consumption. The Journal of International Trade & Economic Development, 33(4), 497-522. https://doi.org/10.1080/09638199.2023.2237131
Sadorsky, P. (2010). The impact of financial development on energy consumption in emerging economies. Energy Policy, 38(5), 2528-2535. https://doi.org/10.1016/j.enpol.2009.12.048
Sinha, A., & Shahbaz, M. (2018). Estimation of environmental Kuznets curve for CO2 emission: role of renewable energy generation in India. Renewable energy, 119, 703-711. https://doi.org/10.1016/j.renene.2017.12.058
Tudor, C., & Sova, R. (2021). On the impact of GDP per capita, carbon intensity and innovation for renewable energy consumption: worldwide evidence. Energies, 14(19), 6254. https://doi.org/10.3390/en14196254
Tsao, Y.C., Vu, T.L., & Lu, J.C. (2021). Pricing, capacity and financing policies for investment of renewable energy generations. Applied Energy, 303, 117664. https://doi.org/10.1016/j.apenergy.2021.117664
Van, H. N., & Le Quoc, D. (2024). Assessing the impact of digital financial inclusion on sustainable development goals: Analyzing differences by financial development levels across countries. Journal of the Knowledge Economy, 1-24. https://doi.org/10.1007/s13132-024-02515-6
Van, H. N., Quoc, H. N., & Le Quoc, D. (2025a). The role of green credit in promoting sustainable development in vietnam: evidence from quantile-ON-quantile regression. Research on World Agricultural Economy, 6(1), 88–99. https://doi.org/10.36956/rwae.v6i1.1399
Van, H. N., Quoc, H. N., & Le Quoc, D. (2025b). Towards Sustainable Development: Drivers From Financial and Institutional Development. Journal of Public Affairs, 25(3), e70073. https://doi.org/10.1002/pa.70073
Tuyet, N.T.B., Dinh, L.Q. (2025). The role of economic freedom and institutional quality in driving sustainable development: Comparative evidence from developed and developing economies. International Journal of Sustainable Development and Planning, 20(7), 2963-2972. https://doi.org/10.18280/ijsdp.200720
World Bank. (2023). World development indicators. Available at: https://data.worldbank.org/indicator/EG.USE.COMM.FO.ZS
Wen, Y., Onwe, J.C., Haseeb, M., Saini, S., Matuka, A., & Sahoo, D. (2022). Role of technological innovation, renewable and non-renewable energy, and economic growth on environmental quality. Evidence from African countries. Frontiers in Energy Research, 10, 958839. https://doi.org/10.3389/fenrg.2022.958839
Xie, F., Liu, Y., Guan, F., & Wang, N. (2020). How to coordinate the relationship between renewable energy consumption and green economic development: from the perspective of technological advancement. Environmental Sciences Europe, 32, 1-15. https://doi.org/10.1186/s12302-020-00350-5
Zhou, N., Levine, M.D., & Price, L. (2010). Overview of current energy-efficiency policies in China. Energy Policy, 38(11), 6439-6452. https://doi.org/10.1016/j.enpol.2009.08.015
Zhang, J., Zhang, H., & Gong, X. (2022). Mobile payment and rural household consumption: Evidence from China. Telecommunications Policy, 46(3), 102276. https://doi.org/10.1016/j.telpol.2021.102276
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